{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "hidden": true
   },
   "outputs": [],
   "source": [
    "options(repr.plot.width = 7, repr.plot.height = 6)\n",
    "options(jupyter.plot_mimetypes = c('application/pdf', 'image/png'))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Gaussian kernel width `sigma`\n",
    "=============================\n",
    "\n",
    "The other important parameter for `DiffusionMap` is the Gaussian kernel width `sigma` ($\\sigma$) that determines the transition probability between data points. The default call of **destiny** – `DiffusionMap(data)` aka `DiffusionMap(data, 'local')`) – uses a local `sigma` per cell, derived from a local density estimate around each cell.\n",
    "\n",
    "Using the 1.0 default, `sigma = 'global'`, estimates sigma using a heuristic. It is also possible to specify this parameter manually to tweak the result. The eigenvector plot explained above will show a continuous decline instead of sharp drops if either the dataset is too big or the `sigma` is chosen too small.\n",
    "\n",
    "The sigma estimation algorithm is explained in detail in <cite data-cite=haghverdi_diffusion_2015>Haghverdi et al. (2015)</cite>. In brief, it works by finding a maximum in the slope of the log-log plot of local density versus `sigma`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "library(destiny)\n",
    "data(guo_norm)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Using find_sigmas\n",
    "-----------------\n",
    "\n",
    "An efficient variant of that procedure is provided by `find_sigmas`. This function determines the optimal sigma for a subset of the given data and provides the default sigma for a `DiffusionMap` call. Due to a different starting point, the resulting sigma is different from above:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "10.8945955274194"
      ],
      "text/latex": [
       "10.8945955274194"
      ],
      "text/markdown": [
       "10.8945955274194"
      ],
      "text/plain": [
       "[1] 10.8946"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sigmas <- find_sigmas(guo_norm, verbose = FALSE)\n",
    "optimal_sigma(sigmas)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The resulting diffusion map’s approximation depends on the chosen sigma. Note that the sigma estimation heuristic only finds local optima and even the global optimum of the heuristic might not be ideal for your data."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
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RvQKxoBRftDNFtgT48q8JxM8/OteIKO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\nZWYKNjc1ODAKJSVFT0YK",
      "image/png": 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ff178svvxTCm3bf3NQOHLiteGn9+k4x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\nAJ/w/yZGRKxr/gyuAAAAAElFTkSuQmCC"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "palette(cube_helix(6))\n",
    "\n",
    "plots <- lapply(\n",
    "    list('local', 5, round(optimal_sigma(sigmas), 2), 100),\n",
    "    function(sigma) plot(\n",
    "        DiffusionMap(guo_norm, sigma), 1:2,\n",
    "        main = paste('σ =', sigma),\n",
    "        col_by = 'num_cells', draw_legend = FALSE))\n",
    "\n",
    "do.call(gridExtra::grid.arrange, c(plots, ncol = 2))"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "R",
   "language": "R",
   "name": "ir"
  },
  "language_info": {
   "codemirror_mode": "r",
   "file_extension": ".r",
   "mimetype": "text/x-r-source",
   "name": "R",
   "pygments_lexer": "r",
   "version": "3.5.0"
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